Abstract
The hippocampus plays an important role in the pathophysiological mechanism of Anti-N-methyl-D-aspartate receptor (anti-NMDAR) encephalitis. Nevertheless, the connection between the resting-state activity of the hippocampal subregions and neuropsychiatric disorders in patients remains unclear. This study aimed to explore the changes in functional connectivity (FC) in the hippocampal subregions of patients with anti-NMDAR encephalitis and its association with clinical symptoms and cognitive performance. Twenty-three patients with anti-NMDAR encephalitis and 23 healthy controls (HC) were recruited. All participants underwent resting-state functional magnetic resonance imaging (rs-fMRI) scans and completed clinical cognitive scales. Based on the Brainnetome Atlas, the rostral (anterior) and caudal (posterior) hippocampi of both the left and right hemispheres were selected as regions of interest (ROIs) for FC analysis. First, a one-sample t-test was used to observe the whole-brain connectivity distribution of hippocampal subregions within the patient and HC groups at a threshold of p < 0.05. The two-sample t-test was used to compare the differences in hippocampal ROIs connectivity between groups, followed by a partial correlation analysis between the FC values of brain regions with statistical differences and clinical variables. This study observed that the distribution of whole-brain functional connectivity in the rostral and caudal hippocampi aligned with the connectivity differences between the anterior and posterior hippocampi. Compared to the HC group, the patients showed significantly decreased FC between the bilateral rostral hippocampus and the left inferior orbitofrontal gyrus and between the right rostral hippocampus and the right cerebellum. However, a significant increase in FC was observed between the right rostral hippocampus and left superior temporal gyrus, the left caudal hippocampus and right superior frontal gyrus, and the right caudal hippocampus and left gyrus rectus. Partial correlation analysis showed that FC between the left inferior orbitofrontal gyrus and the right rostral hippocampus was significantly negatively correlated with the California Verbal Learning Test (CVLT) and Brief Visuospatial Memory Test (BVMT) scores. The FC between the right rostral hippocampus and the left superior temporal gyrus was negatively correlated with BVMT scores. FC abnormalities in the hippocampal subregions of patients with anti-NMDAR encephalitis were associated with cognitive impairment, emotional changes, and seizures. These results may help explain the pathophysiological mechanisms and clinical manifestations of anti-NMDAR encephalitis and NMDAR dysfunction-related diseases such as schizophrenia.
Similar content being viewed by others
Data availability
The de-identified data are available from the corresponding author upon reasonable request.
References
Bachevalier, J., & Loveland, K. A. (2006). The orbitofrontal–amygdala circuit and self-regulation of social–emotional behavior in autism. Neuroscience and Biobehavioral Reviews, 30(1), 97–117.
Bassal, F. C., et al. (2021). Anti-NMDA receptor encephalitis and brain atrophy in children and adults: A quantitative study. Clinical Imaging, 78, 296–300.
Belujon, P., Patton, M. H., & Grace, A. A. (2014). Role of the prefrontal cortex in altered hippocampal-accumbens synaptic plasticity in a developmental animal model of schizophrenia. Cerebral Cortex, 24(4), 968–977.
Blum, S., et al. (2014). Functional connectivity of the posterior hippocampus is more dominant as we age. Cogn Neurosci, 5(3–4), 150–159.
Bohlken, M. M., et al. (2016). Structural brain connectivity as a genetic marker for Schizophrenia. JAMA Psychiatry, 73(1), 11–19.
Bordonne, M., et al. (2021). Brain 18F-FDG PET for the diagnosis of autoimmune encephalitis: A systematic review and a meta-analysis. European Journal of Nuclear Medicine and Molecular Imaging, 48(12), 3847–3858.
Brier, M. R., et al. (2016). N-methyl-D-aspartate receptor encephalitis mediates loss of intrinsic activity measured by functional MRI. Journal of Neurology, 263(6), 1083–1091.
Buckner, R. L. (2013). The cerebellum and cognitive function: 25 years of insight from anatomy and neuroimaging. Neuron, 80(3), 807–815.
Cai, L., et al. (2020). Cerebral functional activity and connectivity changes in anti-N-methyl-D-aspartate receptor encephalitis: A resting-state fMRI study. Neuroimage Clin, 25, 102189.
Chinese Society of Neuroinfectious Diseases and Cerebrospinal Fluid Cytology. (2022). Chinese expert consensus on the diagnosis and management of autoimmune encephalitis (2022 edition). Chin J Neurol, 55(9), 931–949.
Colgin, L. L. (2011). Oscillations and hippocampal-prefrontal synchrony. Current Opinion in Neurobiology, 21(3), 467–474.
Dalmau, J., & Graus, F. (2018). Antibody-mediated encephalitis. New England Journal of Medicine, 378(9), 840–851.
Dalmau, J., et al. (2007). Paraneoplastic anti-N-methyl-D-aspartate receptor encephalitis associated with ovarian teratoma. Annals of Neurology, 61(1), 25–36.
Dalmau, J., et al. (2019). An update on anti-NMDA receptor encephalitis for neurologists and psychiatrists: Mechanisms and models. Lancet Neurology, 18(11), 1045–1057.
de Bruijn, M. A. A. M. (2018). Long-term neuropsychological outcome following pediatric anti-NMDAR encephalitis. Neurology, 90(22): p. e1997-e2005.
de Flores, R., Joie, R. L., & Chételat, G. (2015). Structural imaging of hippocampal subfields in healthy aging and Alzheimer’s disease. Neuroscience, 309, 29–50.
Dugré, J. R., et al. (2021). Functional connectivity abnormalities of the long-axis hippocampal subregions in schizophrenia during episodic memory. NPJ Schizophr, 7(1), 19.
Eichenbaum, H. (2017). Prefrontal-hippocampal interactions in episodic memory. Nature Reviews Neuroscience, 18(9), 547–558.
Escobar, I., et al. (2019). Altered neural networks in the Papez Circuit: Implications for cognitive dysfunction after cerebral ischemia. Journal of Alzheimer’s Disease, 67(2), 425–446.
Ezama, L., et al. (2021). Functional connectivity of the hippocampus and its subfields in resting-state networks. European Journal of Neuroscience, 53(10), 3378–3393.
Finke, C., et al. (2013). Functional and structural brain changes in anti-N-methyl-D-aspartate receptor encephalitis. Annals of Neurology, 74(2), 284–296.
Finke, C., et al. (2016). Structural hippocampal damage following Anti-N-Methyl-D-Aspartate receptor encephalitis. Biological Psychiatry, 79(9), 727–734.
Friston, K. J., et al. (1996). Movement-related effects in fMRI time-series. Magnetic Resonance in Medicine, 35(3), 346–355.
Gangadin, S. S., et al. (2021). Reduced resting state functional connectivity in the hippocampus-midbrain-striatum network of schizophrenia patients. Journal of Psychiatric Research, 138, 83–88.
Giri, Y. R., et al. (2021). Anti-N-Methyl-D-Aspartate receptor (NMDAR) encephalitis in children and adolescents: A systematic review and quantitative analysis of reported cases. J Can Acad Child Adolesc Psychiatry, 30(4), 236–248.
Grady, C. L. (2020). Meta-analytic and functional connectivity evidence from functional magnetic resonance imaging for an anterior to posterior gradient of function along the hippocampal axis. Hippocampus, 30(5), 456–471.
Graus, F., et al. (2016). A clinical approach to diagnosis of autoimmune encephalitis. Lancet Neurology, 15(4), 391–404.
Guasp, M., et al. (2022). Clinical characterisation of patients in the post-acute stage of anti-NMDA receptor encephalitis: A prospective cohort study and comparison with patients with schizophrenia spectrum disorders. Lancet Neurology, 21(10), 899–910.
Guo, Y., et al. (2022a). Impaired neurovascular coupling and cognitive deficits in anti-N-methyl-D-aspartate receptor encephalitis. Brain Imaging Behav, 16(3), 1065–1076.
Guo, Y., et al. (2022b). Gray matter atrophy and corresponding impairments in connectivity in patients with anti-N-methyl-D-aspartate receptor encephalitis. Brain Imaging Behav, 16(5), 2001–2010.
Haaf, M. (2023). Opposite Modulation of the NMDA Receptor by Glycine and S-Ketamine and the Effects on Resting State EEG Gamma Activity: New Insights into the Glutamate Hypothesis of Schizophrenia. Int J Mol Sci, 24(3): p. 1913.
Heine, J., et al. (2021). Long-term cognitive outcome in Anti-N-Methyl-D-Aspartate receptor encephalitis. Annals of Neurology, 90(6), 949–961.
Jackowski, A. P., et al. (2012). The involvement of the orbitofrontal cortex in psychiatric disorders: An update of neuroimaging findings. Braz J Psychiatry, 34(2), 207–212.
Jeannin-Mayer, S., et al. (2019). EEG analysis in anti-NMDA receptor encephalitis: Description of typical patterns. Clinical Neurophysiology, 130(2), 289–296.
Jonker, F. A., et al. (2015). The role of the orbitofrontal cortex in cognition and behavior. Reviews in the Neurosciences, 26(1), 1–11.
Kahn, I., et al. (2008). Distinct cortical anatomy linked to subregions of the medial temporal lobe revealed by intrinsic functional connectivity. Journal of Neurophysiology, 100(1), 129–139.
Kayser, M. S., & Dalmau, J. (2016). Anti-NMDA receptor encephalitis, autoimmunity, and psychosis. Schizophrenia Research, 176(1), 36–40.
Kirkby, L. A., et al. (2018). An amygdala-Hippocampus subnetwork that encodes variation in Human Mood. Cell, 175(6), 1688–1700e14.
Knierim, J. J. (2015). The hippocampus. Current Biology, 25(23), R1116–R1121.
Kühn, S., & Gallinat, J. (2014). Segregating cognitive functions within hippocampal formation: A quantitative meta-analysis on spatial navigation and episodic memory. Human Brain Mapping, 35(4), 1129–1142.
Lazarov, A., et al. (2017). Resting-state functional connectivity of anterior and posterior hippocampus in posttraumatic stress disorder. Journal of Psychiatric Research, 94, 15–22.
Liu, X., et al. (2021). Altered neurovascular coupling in subcortical ischemic vascular disease. Frontiers in Aging Neuroscience, 13, 598365.
Lynch, D. R., et al. (2018). Anti-NMDA receptor encephalitis: Clinical features and basic mechanisms. Advances in Pharmacology, 82, 235–260.
Mannarelli, D., et al. (2019). The Cerebellum modulates attention Network Functioning: Evidence from a cerebellar Transcranial Direct current stimulation and attention network test study. Cerebellum, 18(3), 457–468.
Marvel, C. L., & Desmond, J. E. (2010). Functional topography of the cerebellum in verbal working memory. Neuropsychology Review, 20(3), 271–279.
McKeon, G. L., et al. (2018). Cognitive outcomes following anti-N-methyl-D-aspartate receptor encephalitis: A systematic review. Journal of Clinical and Experimental Neuropsychology, 40(3), 234–252.
Miao, A., et al. (2020). Altered cerebral blood flow in patients with anti-NMDAR encephalitis. Journal of Neurology, 267(6), 1760–1773.
Mikasova, L., et al. (2012). Disrupted surface cross-talk between NMDA and Ephrin-B2 receptors in anti-NMDA encephalitis. Brain, 135(Pt 5), 1606–1621.
Nabizadeh, F., et al. (2022). [18F] FDG brain PET and clinical symptoms in different autoantibodies of autoimmune encephalitis: A systematic review. Neurological Sciences : Official Journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology, 43(8), 4701–4718.
Nour, M. M., et al. (2023). Reduced coupling between offline neural replay events and default mode network activation in schizophrenia. Brain Commun, 5(2), fcad056.
Novy, J., et al. (2016). FDG-PET hyperactivity pattern in anti-NMDAr encephalitis. Journal of Neuroimmunology, 297, 156–158.
Oldfield, R. C. (1971). The assessment and analysis of handedness: The Edinburgh inventory. Neuropsychologia, 9(1), 97–113.
Padilla-Coreano, N., et al. (2016). Direct ventral hippocampal-prefrontal input is required for anxiety-related neural activity and behavior. Neuron, 89(4), 857–866.
Peer, M., et al. (2017). Functional connectivity of large-scale brain networks in patients with anti-NMDA receptor encephalitis: An observational study. Lancet Psychiatry, 4(10), 768–774.
Phillips, J. R., et al. (2015). The cerebellum and psychiatric disorders. Front Public Health, 3, 66.
Phillips, O. R., et al. (2018). Superficial white matter damage in anti-NMDA receptor encephalitis. Journal of Neurology, Neurosurgery and Psychiatry, 89(5), 518–525.
Rolls, E. T. (2023). Hippocampal spatial view cells for memory and navigation, and their underlying connectivity in humans. Hippocampus, 33(5), 533–572.
Rudebeck, P. H., & Rich, E. L. (2018). Orbitofrontal cortex. Current Biology, 28(18), R1083–R1088.
Sai, Y., et al. (2018). Clinical diagnosis and treatment of pediatric anti-N-methyl-D-aspartate receptor encephalitis: A single center retrospective study. Exp Ther Med, 16(2), 1442–1448.
Sang, L., et al. (2012). Resting-state functional connectivity of the vermal and hemispheric subregions of the cerebellum with both the cerebral cortical networks and subcortical structures. Neuroimage, 61(4), 1213–1225.
Segarra, N., et al. (2016). Abnormal frontostriatal activity during unexpected reward receipt in Depression and Schizophrenia: Relationship to Anhedonia. Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology, 41(8), 2001–2010.
Sheffield, J. M., & Barch, D. M. (2016). Cognition and resting-state functional connectivity in schizophrenia. Neuroscience and Biobehavioral Reviews, 61, 108–120.
Smallwood, J., et al. (2021). The default mode network in cognition: A topographical perspective. Nature Reviews Neuroscience, 22(8), 503–513.
Sun, Y., et al. (2023). Hippocampal subfield alterations in schizophrenia and major depressive disorder: A systematic review and network meta-analysis of anatomic MRI studies. Journal of Psychiatry and Neuroscience, 48(1), E34–E49.
Tessitore, A., Cirillo, M., & De Micco, R. (2019). Functional connectivity signatures of Parkinson’s Disease. J Parkinsons Dis, 9(4), 637–652.
von Schwanenflug, N., et al. (2022). State-dependent signatures of anti-N-methyl-d-aspartate receptor encephalitis. Brain Communications, 4(1), fcab298.
von Schwanenflug, N., et al. (2023). Reduced resilience of brain state transitions in anti-N‐methyl‐D‐aspartate receptor encephalitis. European Journal of Neuroscience, 57(3), 568–579.
Voss, J. L., et al. (2017). A closer look at the Hippocampus and Memory. Trends in Cognitive Sciences, 21(8), 577–588.
Wei, Y. C., et al. (2020). Different FDG-PET metabolic patterns of anti-AMPAR and anti-NMDAR encephalitis: Case report and literature review. Brain Behav, 10(3), e01540.
Weis, C. N., et al. (2021). Stability of hippocampal subfield volumes after trauma and relationship to development of PTSD symptoms. Neuroimage, 236, 118076.
Xu, P., et al. (2019). Medial prefrontal cortex in neurological diseases. Physiol Genomics, 51(9), 432–442.
Xu, J., et al. (2022). Progressive cortical and sub-cortical alterations in patients with anti-N-methyl-D-aspartate receptor encephalitis. Journal of Neurology, 269(1), 389–398.
Yildirim, M., et al. (2018). Electroencephalographic findings in anti-N-methyl-d-aspartate receptor encephalitis in children: A series of 12 patients. Epilepsy & Behavior, 78, 118–123.
Yu, W., & Krook-Magnuson, E. (2015). Cognitive collaborations: Bidirectional functional connectivity between the Cerebellum and the Hippocampus. Front syst Neurosci, 9, 177.
Acknowledgements
We thank all the patients and volunteers for participating in this study. Also, the authors are highly grateful to the anonymous reviewers for their significant and constructive comments and suggestions, which greatly improve the article.
Funding
This work was supported by the National Natural Science Foundation of China (Nos. 82001792) and the Science Foundation of Guangdong Second Provincial General Hospital (No. 3D-A2021009).
Author information
Authors and Affiliations
Contributions
Xiaofen Ma and Junzhang Tian: Conceived and designed the experiments, Performed the experiments, Contributed reagents/materials/analysis tools. Yujie Yang and Shishun Fu: Analyzed the data, Figures, Writing-original draft; Guihua Jiang: contributed reagents/materials/analysis tools. Yujie Yang Liu and Guang Xu: Performed the experiments.
Corresponding authors
Ethics declarations
Ethical approval
The ethics committee of Guangdong Second Provincial General Hospital in China approved this study and written informed consent was obtained from all participants.
Competing interests
The authors of this manuscript declare no relationships with any companies, whose products or services may be related to the subject matter of the article. On behalf of all authors, the corresponding author states that there is no conflict of interest.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Yang, Y., Fu, S., Jiang, G. et al. Functional connectivity changes of the hippocampal subregions in anti-N-methyl-D-aspartate receptor encephalitis. Brain Imaging and Behavior (2024). https://doi.org/10.1007/s11682-024-00852-3
Accepted:
Published:
DOI: https://doi.org/10.1007/s11682-024-00852-3